{"id":"W2046839591","doi":"10.1002/cjce.5450800209","title":"Improved modelling of the unsteady‐state behaviour of an immobilized‐cell, fluidized‐bed bioreactor for phenol biodegradation","year":2002,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioreactor; Pseudomonas putida; Phenol; Biodegradation; Fluidized bed; Biofilm; Substrate (aquarium); Chemistry; Chemical engineering; Biomass (ecology); Chromatography; Kinetics; Pulp and paper industry; Materials science; Environmental science; Bacteria; Biology; Biochemistry; Ecology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000306274,0.0005991871,0.0005279404,0.0001831819,0.0002556069,0.0009065428,0.0007632963,0.0008283124,0.0005728119],"category_scores_gemma":[0.0004975043,0.0003309481,0.000590348,0.000138986,0.000317095,0.0004317165,0.00025089,0.0004251719,0.0001920708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002438,"about_ca_system_score_gemma":0.0008533612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201847,"about_ca_topic_score_gemma":0.007306498,"domain_scores_codex":[0.9998884,0.00002344808,0.000006948766,0.00002536099,0.00003156302,0.00002420856],"domain_scores_gemma":[0.9998484,0.00007494332,0.00001661288,0.00001445824,0.00003676384,0.0000089244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001186644,0.0000721348,0.001468041,0.00006329414,0.00002158201,0.0000915385,0.00005890515,0.9060495,0.088121,0.0006227329,0.00008202995,0.003230612],"study_design_scores_gemma":[0.000007626918,0.00003484331,0.0003331912,0.000001151633,0.000006376357,0.00000661258,0.000005355419,0.9907486,0.008656019,0.00005685441,0.0001387833,0.000004642514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945891,0.000242232,0.102139,0.000122749,0.00003546449,0.0000368906,0.0001771751,0.0003246804,0.002332609],"genre_scores_gemma":[0.994716,0.00007630199,0.004214968,0.000008209615,0.000002701801,0.00002698882,0.0000730281,0.000009257365,0.0008726726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0201847,"threshold_uncertainty_score":0.04013443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153647190012591,"score_gpt":0.1755964698000352,"score_spread":0.1602317507987761,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}